A Worked Example of Fokker-Planck based Active Inference

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

1 Citaat (Scopus)

Samenvatting

The Free Energy Principle (FEP) and its corollary active inference describe a complex theoretical framework with a substantial statistical mechanics foundation that is often expressed in terms of the Fokker-Planck equation. Easy-to-follow examples of this formalism are scarce, leaving a high barrier of entry to the field. In this paper we provide a worked example of an active inference agent as a hierarchical Gaussian generative model. We proceed to write its equations of motion explicitly as a Fokker-Planck equation, providing a clear mapping between theoretical accounts of FEP and practical implementation. Code is available at github.com/biaslab/ai_workshop_2020.

Originele taal-2Engels
TitelActive Inference - First International Workshop, IWAI 2020, Co-located with ECML/PKDD 2020, Proceedings
RedacteurenTim Verbelen, Pablo Lanillos, Christopher L. Buckley, Cedric De Boom
Pagina's28-34
Aantal pagina's7
DOI's
StatusGepubliceerd - sep 2020
EvenementInternational Workshop on Active Inference - Ghent, België
Duur: 14 sep 2020 → …
Congresnummer: 1
https://iwaiworkshop.github.io/

Publicatie series

NaamCommunications in Computer and Information Science
Volume1326
ISSN van geprinte versie1865-0929
ISSN van elektronische versie1865-0937

Workshop

WorkshopInternational Workshop on Active Inference
Verkorte titelIWAI
LandBelgië
StadGhent
Periode14/09/20 → …
Internet adres

Vingerafdruk Duik in de onderzoeksthema's van 'A Worked Example of Fokker-Planck based Active Inference'. Samen vormen ze een unieke vingerafdruk.

Citeer dit